Hello, I’m Shubham.
Data Science & Analytics Enthusiast

I believe that most complex business problems have a simple yet elegant solution waiting to be discovered. I enjoy using data as a powerful tool to uncover these solutions, transforming any industry in which it is applied.

"Without data you’re just another person with an opinion."
— W. Edwards Deming

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Who am I?

A seasoned Data Scientist at CVS Health, working with the Pharmacy Analytics and Insights team, and a graduate degree in Business Analytics from the University of Illinois Chicago. My area of focus lies in forecasting, predictive modeling, distributed machine learning, and advanced analytics.

IoT, smart phones, fitness trackers and other technologies are generating tremendous amounts of multi-structured data that needs to be leveraged with robust analytics to transform the way businesses and industries are making important decisions and utilizing their resources.

I intend on helping organizations to capitalize on data technologies and BI to in turn make informed and powerful decisions.

Education

2021 - 2022
University of Illinois Chicago (UIC)
Master of Science, Business Analytics
2012 - 2016
University of Mumbai (VJTI)
Bachelor of Technology, Electronics & Telecommunications Engineering
February 2023 – Present
Senior Data Scientist
CVS Health
Chicago, IL
September 2022 – December 2022
Data Science Analyst Intern
Chicago Transit Authority (CTA)
Chicago, IL
August 2019 – June 2021
Data Analyst
Wipro Limited
Vienna, Austria
August 2016 – July 2019
Software Engineer
Wipro Limited
Pune, India

Experience

As part of the Analytics & Behavior Change vertical, I leverage cutting-edge technologies and tools to develop scalable, efficient machine learning and optimization pipelines. These solutions address challenges at the scale of CVS’s retail pharmacy supply chain, driving significant business value and enhancing the experience for millions of customers nationwide.

Prior to this, I had over 5+ years of experience working at a leading software & consulting company, for one of the largest telecom clients in Austria. I designed & developed s/w products, right from ideation to deployment, with the focus on helping businesses and improving people's lives.

During my time at client’s headquarters in Vienna, I had the opportunity to analyze, understand, and extract data to derive meaningful insights that have a positive impact in defining customer’s strategy and progress.

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Skills & Projects

Python
Pandas
NumPy
Sklearn
Matplotlib
Machine Learning
R
SQL
Tableau
AWS
Apache Spark
Git
Jira

Fine-Grained, Scaled Forecasting of Walmart's Retail Sales

Retailers like Walmart face difficulties in developing timely sales projections at a granularity that allows them to make exact inventory adjustments. We address this by leveraging distributed programming in Spark and Facebook’s Prophet library to build hundreds of models and forecasts for each store-department combination, thus drastically lowering the time to train the entire collection of time-series models.

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Fine-Grained, Scaled Forecasting of Walmart's Retail Sales
Spotify – To be or Not To be Popular?

Spotify – To be or Not To be Popular?

Millions of records are created and downloaded every day, but only a select few are considered popular. Identifying popular music records helps streaming platforms make an efficient feedback loop. The project investigates various acoustic features to crack the secret sauce behind popular songs and use this to develop prediction & recommendation models. On top of that, it also involves visualizing weekly charts data to answer riveting questions related to top-ranking artists and songs.

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Choose Wisely – Loan Investment Decisions for Lending Club

For P2P online loan platforms, lending loans to ‘risky’ applicants is one of the largest sources of financial (credit) loss. We use various EDA techniques to identify driving factors that indicate if a person is likely to default and utilise this knowledge for their portfolio & risk assessment. To improve borrower scoring quality and enable lenders to devise investment strategies, we developed data-driven models that predict the probability of default and estimate annual returns.

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Choose Wisely – Loan Investment Decisions for Lending Club
Hotel Manager's perspective - Tripadvisor w/ Deep Learning

Hotel Manager's perspective - Tripadvisor w/ Deep Learning

Consumers frequently rely on hotel reviews to make booking decisions. Managerial responses to such reviews may strengthen existing customer loyalty and convert dissatisfied consumers into loyal ones, but these responses are poorly understood. The project provides a framework using a deep-learning approach (BERT) to define the criticality of reviews and prioritize responses. In addition, we also analyse if the hotel managers are correctly addressing customers' concerns based on semantic similarity between review-response.

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University Decision - answering the If's and the Where's

Every year, approximately 15 million students apply to a university to pursue higher education. The project focuses on optimizing the university selection process by predicting the chance of admission and suggests top recommendations based on the student’s profile (like competitive exam score, years of work experience, etc.). In order to make this tool publicly accessible to students, we deploy the Flask app with an ML model using AWS Elastic Beanstalk.

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University Decision - answering the If's and the Where's
Understanding Sentiment w/ Text Analysis on Yelp Reviews

Understanding Sentiment w/ Text Analysis on Yelp Reviews

Online reviews, both good and bad, have an impact on business. Keeping an eye on what customers say about business is crucial to understand what’s working well and what needs improving. We look at Yelp restaurant reviews and apply vectorization & sentiment analysis to reveal both positive and negative aspects of customers’ experience. NLP comes in handy to sift through hundreds of reviews and get the actionable insights needed to point business in the right direction.

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Know Your Customers - Market Segmentation w/ Clustering

Unlike the traditional way of segmenting markets based on demographics, we apply clustering techniques on purchasing behaviour (volume, frequency, susceptibility to discounts, and brand loyalty). This enables clients to design more cost-effective promotions that are precisely targeted to specific needs of consumer. In a long run, it benefits the company by efficiently using their corporate resources and marketing budget to make better strategic decisions.

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Know Your Customers - Market Segmentation w/ Clustering

Testimonials

Shubham joined my team when I was taking care of one of the most important sales applications within our company as Delivery Lead. From day one he was one of the most reliable, versatile go-to guys in our team. Whatever challenge we faced he was always quick with offering a solution and he was also a very big help in syncing up with our offshore team in India. Always ridiculously motivated, ready for action, eager to learn and hungry for more responsibility he soon started to take over Business Analyst-duties as well (while at the same time still providing his much needed developer-skills and saving the day on multiple occasions). An exceptionally talented colleague who earned my highest recommendation and I can't wait to get another chance to work with him again.

Alexander Weber

Alexander Weber

Product Owner, A1 Telekom Austria AG

Shubham is an outstanding professional, among the most promising associates we have taken on. His input is creative and insightful and I trust him to manage our more complex tasks. He has consistently demonstrated his impeccable organization abilities by getting hold of the projects from the conceptualization phase itself. Thereafter, he is extremely efficient in implementing the strategies and adapting to the ever-changing environment of the project. He also shows his proactivity by taking the initiative in constantly upgrading his knowledge and keeping himself informed about the latest in the field. Shubham embodies a perfect mix of personal impact, analytical ability, and excellent problem-solving skills - making him a true asset to any company.

Daria Horvat

Daria Horvat

Program Director, Wipro Limited

Shubham was one of the colleagues that was always open to take over new challenges. He is very talented, extremely precise when analyzing topics, and can lead team members to fulfill their goals. He is a proficient developer, and equally skilled business analyst. Shubham is highly motivated and driven by an amazing passion to succeed. Even under pressure he is able to meet timelines and is always eager to help all team members. I am very proud that we worked together and I am sure he will help more teams to meet their highest potential. I really hope we once can work together again. Until then I am sure he will help a lot of clients in other projects with his expertise and his leadership mentality.

Stephan Haslinger

Stephan Haslinger

Founder, Tisco

Contact

Feel free to drop me a message if you have any questions or just want to say "Hi!" and I’ll try my best to get back to you.

Email

skhode2@uic.edu

Address

Downtown Chicago, IL